{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/home/samlg/.conda/envs/ms-gen/lib/python3.8/site-packages/tqdm/auto.py:22: TqdmWarning: IProgress not found. Please update jupyter and ipywidgets. See https://ipywidgets.readthedocs.io/en/stable/user_install.html\n",
      "  from .autonotebook import tqdm as notebook_tqdm\n"
     ]
    }
   ],
   "source": [
    "from pathlib import Path\n",
    "import pandas as pd\n",
    "import numpy as np\n",
    "from pathlib import Path\n",
    "from ms_pred.common.plot_utils import *\n",
    "\n",
    "import tdc\n",
    "from rdkit.Chem import Descriptors\n",
    "from ms_pred import common\n",
    "import pickle\n",
    "import json\n",
    "\n",
    "set_style()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Len of nist20: 35,129\n",
      "Len of nist20 after inchikey grouping: 24,403\n",
      "Len of nist20 after formula grouping: 12,975\n",
      "Len of nist20 after ionization grouping: 6\n",
      "Index(['[M+H-2H2O]+', '[M+H-H2O]+', '[M+H]+', '[M+K]+', '[M+NH4]+', '[M+Na]+'], dtype='object', name='ionization')\n",
      "Split details for nist20 split_1.tsv\n",
      "         spec\n",
      "Fold_0       \n",
      "test     3544\n",
      "train   28420\n",
      "val      3165\n",
      "Split details for nist20 scaffold_1.tsv\n",
      "         spec\n",
      "Fold_0       \n",
      "test     3512\n",
      "train   28105\n",
      "val      3512\n",
      "Len of canopus_train_public: 10,709\n",
      "Len of canopus_train_public after inchikey grouping: 8,553\n",
      "Len of canopus_train_public after formula grouping: 5,433\n",
      "Len of canopus_train_public after ionization grouping: 7\n",
      "Index(['[M+H3N+H]+', '[M+H]+', '[M+K]+', '[M+Na]+', '[M-H2O+H]+',\n",
      "       '[M-H4O2+H]+', '[M]+'],\n",
      "      dtype='object', name='ionization')\n",
      "Split details for canopus_train_public split_1.tsv\n",
      "        spec\n",
      "Fold_0      \n",
      "test    1040\n",
      "train   8680\n",
      "val      989\n"
     ]
    }
   ],
   "source": [
    "dataset_names = [\"nist20\", \"canopus_train_public\"]\n",
    "split_names = [\"split_1.tsv\", \"scaffold_1.tsv\"]\n",
    "name_to_df = {}\n",
    "for dataset_name in dataset_names:\n",
    "    data_folder = Path(f\"../data/spec_datasets/{dataset_name}/\")\n",
    "    labels = data_folder / \"labels.tsv\"\n",
    "    df = pd.read_csv(labels, sep=\"\\t\")\n",
    "    name_to_df[dataset_name] = df\n",
    "    # print len of df  in nice f string\n",
    "    print(f\"Len of {dataset_name}: {df.shape[0]:,}\")\n",
    "\n",
    "    # get the intersection of the inchikeys\n",
    "    grouped_ikeys = df.groupby(\"inchikey\").count()\n",
    "    # Print shape\n",
    "    print(f\"Len of {dataset_name} after inchikey grouping: {grouped_ikeys.shape[0]:,}\")\n",
    "    # Get intersection of formula\n",
    "    grouped_formula = df.groupby(\"formula\").count()\n",
    "    # Print shape\n",
    "    print(f\"Len of {dataset_name} after formula grouping: {grouped_formula.shape[0]:,}\")\n",
    "\n",
    "    # Get intersection of ionization\n",
    "    grouped_ions = df.groupby(\"ionization\").count()\n",
    "    # Print shape\n",
    "    print(f\"Len of {dataset_name} after ionization grouping: {grouped_ions.shape[0]:,}\")\n",
    "    print(f\"{grouped_ions.index}\")\n",
    "\n",
    "    # Print split details\n",
    "    for split_name in split_names:\n",
    "        split = data_folder / f\"splits/{split_name}\"\n",
    "        if split.exists():\n",
    "            split_df = pd.read_csv(split, sep=\"\\t\")\n",
    "            split_ct = split_df.groupby(\"Fold_0\").count()\n",
    "            # Pretty print  the full ct df\n",
    "            print(f\"Split details for {dataset_name} {split_name}\")\n",
    "\n",
    "            print(split_ct)"
   ]
  },
  {
   "attachments": {},
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Saved output:\n",
    "\n",
    "```\n",
    "Len of nist20: 35,129\n",
    "Len of nist20 after inchikey grouping: 24,403\n",
    "Len of nist20 after formula grouping: 12,975\n",
    "Len of nist20 after ionization grouping: 6\n",
    "Index(['[M+H-2H2O]+', '[M+H-H2O]+', '[M+H]+', '[M+K]+', '[M+NH4]+', '[M+Na]+'], dtype='object', name='ionization')\n",
    "Split details for nist20 split_1.tsv\n",
    "         spec\n",
    "Fold_0       \n",
    "test     3544\n",
    "train   28420\n",
    "val      3165\n",
    "Split details for nist20 scaffold_1.tsv\n",
    "         spec\n",
    "Fold_0       \n",
    "test     3512\n",
    "train   28105\n",
    "val      3512\n",
    "Len of canopus_train_public: 10,709\n",
    "Len of canopus_train_public after inchikey grouping: 8,553\n",
    "Len of canopus_train_public after formula grouping: 5,433\n",
    "Len of canopus_train_public after ionization grouping: 7\n",
    "Index(['[M+H3N+H]+', '[M+H]+', '[M+K]+', '[M+Na]+', '[M-H2O+H]+',\n",
    "       '[M-H4O2+H]+', '[M]+'],\n",
    "      dtype='object', name='ionization')\n",
    "Split details for canopus_train_public split_1.tsv\n",
    "        spec\n",
    "Fold_0      \n",
    "test    1040\n",
    "train   8680\n",
    "val      989\n",
    "```\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Compute dataset stats"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [],
   "source": [
    "res_folder = f\"../results/figs_scarf/dataset_stats/\"\n",
    "res_folder = Path(res_folder)\n",
    "res_folder.mkdir(parents=True, exist_ok=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [],
   "source": [
    "dataset_names = [\"nist20\", \"canopus_train_public\"]\n",
    "full_df = []\n",
    "for dataset_name in dataset_names:\n",
    "    data_folder = Path(f\"../data/spec_datasets/{dataset_name}/\")\n",
    "    labels = data_folder / \"labels.tsv\"\n",
    "    df = pd.read_csv(labels, sep=\"\\t\")\n",
    "    full_df.append(df)\n",
    "full_df = pd.concat(full_df)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Found local copy...Found local copy...\n",
      "Found local copy...\n",
      "Found local copy...\n",
      "Found local copy...\n",
      "Found local copy...Found local copy...\n",
      "Found local copy...\n",
      "\n",
      "Found local copy...\n",
      "Found local copy...\n",
      "Found local copy...\n",
      "Found local copy...\n",
      "\n",
      "Found local copy...\n",
      "Found local copy...\n",
      "Found local copy...\n",
      "Found local copy...\n"
     ]
    }
   ],
   "source": [
    "# First plot distribution of compound sizes\n",
    "oracle = tdc.oracles.Oracle(name=\"SA\")\n",
    "\n",
    "\n",
    "def calc_molweight(smiles):\n",
    "    mol = Chem.MolFromSmiles(smiles)\n",
    "    return Descriptors.MolWt(mol)\n",
    "\n",
    "\n",
    "mol_weights = common.chunked_parallel(full_df[\"smiles\"].values, calc_molweight)\n",
    "smi_to_weight = {\n",
    "    smiles: weight for smiles, weight in zip(full_df[\"smiles\"].values, mol_weights)\n",
    "}\n",
    "\n",
    "# Reformat this block to adhere to smi_to_weight convention above\n",
    "sa_scores = common.chunked_parallel(full_df[\"smiles\"].values, lambda x: oracle(x))\n",
    "smi_to_sa = {smiles: sa for smiles, sa in zip(full_df[\"smiles\"].values, sa_scores)}"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [],
   "source": [
    "full_df[\"sa_score\"] = full_df[\"smiles\"].apply(lambda x: smi_to_sa[x])\n",
    "full_df[\"mol_wt\"] = full_df[\"smiles\"].apply(lambda x: smi_to_weight[x])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "dataset\n",
       "canopus_train    3.752264\n",
       "nist2020         3.014948\n",
       "Name: sa_score, dtype: float64"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/plain": [
       "dataset\n",
       "canopus_train    412.748676\n",
       "nist2020         316.896013\n",
       "Name: mol_wt, dtype: float64"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/plain": [
       "(None, None)"
      ]
     },
     "execution_count": 7,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Report mean SA score on dataset name\n",
    "sa_means = full_df.groupby(\"dataset\").mean()[\"sa_score\"]\n",
    "weight_means = full_df.groupby(\"dataset\").mean()[\"mol_wt\"]\n",
    "display(sa_means), display(weight_means)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 503.226x397.351 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 503.226x397.351 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Create plots for each dataset and report average\n",
    "# Plot distributions of SA score and molecular weight\n",
    "# define subplots\n",
    "gridspec = dict(hspace=0.0, width_ratios=[1, 0.1, 1])\n",
    "plt_dataset_names = {\"canopus_train\": \"NPLIB1\", \"nist2020\": \"NIST20\"}\n",
    "dataset_colors = {\"nist2020\": \"#7369AF\", \"canopus_train\": \"#BF5A52\"}\n",
    "plt_metric_names = {\"mol_wt\": \"Mol. weight\", \"sa_score\": \"SA score\"}\n",
    "\n",
    "figsize = (1.3, 1)\n",
    "metrics = [\"mol_wt\", \"sa_score\"]\n",
    "for metric in metrics:\n",
    "    plot_stats = full_df[metric]\n",
    "    # Create single plot\n",
    "    fig, ax = plt.subplots(1, 1, figsize=figsize, dpi=300)\n",
    "    for dataset, sub_df in full_df.groupby(\"dataset\"):\n",
    "        ax.hist(\n",
    "            sub_df[metric],\n",
    "            bins=20,\n",
    "            density=True,\n",
    "            color=dataset_colors[dataset],\n",
    "            label=plt_dataset_names[dataset],\n",
    "            alpha=0.5,\n",
    "            edgecolor=\"black\",\n",
    "            linewidth=0.3,\n",
    "        )\n",
    "    ax.set_xlabel(plt_metric_names[metric])\n",
    "    ax.set_ylabel(\"Frequency\")\n",
    "    ax.legend(**legend_params)\n",
    "    set_size(*figsize, ax)\n",
    "    fig.savefig(\n",
    "        res_folder / f\"{metric}_dataset.pdf\", bbox_inches=\"tight\", transparent=True\n",
    "    )"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## NP Classifier piechart for datasets"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "['nist20', 'canopus_train_public']"
      ]
     },
     "execution_count": 9,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "dataset_names"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [],
   "source": [
    "ikey_to_class_files = [\n",
    "    f\"../results/dataset_analyses/{i}/ikey_to_classes.p\" for i in dataset_names\n",
    "]\n",
    "ikey_to_class = {\n",
    "    k: v for f in ikey_to_class_files for k, v in pickle.load(open(f, \"rb\")).items()\n",
    "}"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "dict_keys(['class_results', 'superclass_results', 'pathway_results', 'isglycoside', 'fp1', 'fp2'])"
      ]
     },
     "execution_count": 11,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "list(ikey_to_class.values())[0].keys()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [],
   "source": [
    "new_df = []\n",
    "for _, row in full_df.iterrows():\n",
    "    new_dict = row.to_dict()\n",
    "    ikey = new_dict[\"inchikey\"]\n",
    "    classif_out = ikey_to_class[ikey]\n",
    "    for chem_class in classif_out.get(\"superclass_results\", []):\n",
    "        temp_dict = dict(**new_dict, chem_class=chem_class)\n",
    "        new_df.append(temp_dict)\n",
    "class_df = pd.DataFrame(new_df)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "canopus_train\n",
      "Steroids                               1097\n",
      "Flavonoids                              785\n",
      "Coumarins                               698\n",
      "Tryptophan alkaloids                    652\n",
      "Small peptides                          607\n",
      "                                       ... \n",
      "Diazotetronic acids and derivatives       4\n",
      "Proline alkaloids                         3\n",
      "Miscellaneous polyketides                 2\n",
      "Docosanoids                               1\n",
      "Serine alkaloids                          1\n",
      "Name: chem_class, Length: 66, dtype: int64\n",
      "nist2020\n",
      "Small peptides                2123\n",
      "Anthranilic acid alkaloids    1712\n",
      "Flavonoids                    1393\n",
      "Tryptophan alkaloids          1371\n",
      "Nicotinic acid alkaloids      1279\n",
      "                              ... \n",
      "Miscellaneous polyketides        6\n",
      "Guanidine alkaloids              6\n",
      "Polyprenols                      6\n",
      "Carotenoids (C40)                4\n",
      "Mitomycin derivatives            1\n",
      "Name: chem_class, Length: 68, dtype: int64\n",
      "{\n",
      "    \"Other\": 2753,\n",
      "    \"Steroids\": 1097,\n",
      "    \"Flavonoids\": 785,\n",
      "    \"Coumarins\": 698,\n",
      "    \"Tryptophan alkaloids\": 652,\n",
      "    \"Small peptides\": 607,\n",
      "    \"Diterpenoids\": 366,\n",
      "    \"Sesquiterpenoids\": 344,\n",
      "    \"Triterpenoids\": 310,\n",
      "    \"Monoterpenoids\": 291,\n",
      "    \"Nicotinic acid alkaloids\": 274,\n",
      "    \"Anthranilic acid alkaloids\": 264,\n",
      "    \"Pseudoalkaloids\": 232,\n",
      "    \"Oligopeptides\": 223,\n",
      "    \"Tyrosine alkaloids\": 216,\n",
      "    \"Isoflavonoids\": 201\n",
      "}\n",
      "{\n",
      "    \"Other\": 7179,\n",
      "    \"Small peptides\": 2123,\n",
      "    \"Anthranilic acid alkaloids\": 1712,\n",
      "    \"Flavonoids\": 1393,\n",
      "    \"Tryptophan alkaloids\": 1371,\n",
      "    \"Nicotinic acid alkaloids\": 1279,\n",
      "    \"Pseudoalkaloids\": 1195,\n",
      "    \"Steroids\": 1190,\n",
      "    \"Coumarins\": 789,\n",
      "    \"Lysine alkaloids\": 782,\n",
      "    \"Sesquiterpenoids\": 773,\n",
      "    \"Triterpenoids\": 716,\n",
      "    \"Diterpenoids\": 661,\n",
      "    \"Phenolic acids (C6-C1)\": 622,\n",
      "    \"Monoterpenoids\": 595,\n",
      "    \"Tyrosine alkaloids\": 530\n",
      "}\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 600x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 600x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "k = 15\n",
    "dset_to_dict = {}\n",
    "for dataset, sub_df in class_df.groupby(\"dataset\"):\n",
    "    print(dataset)\n",
    "    top_classes = sub_df[\"chem_class\"].value_counts()\n",
    "    # Sort descending\n",
    "    top_classes = top_classes.sort_values(ascending=False)\n",
    "    print(top_classes)\n",
    "    k_classes = top_classes[:k].index\n",
    "\n",
    "    other_classes = top_classes[k:].index\n",
    "    plot_dict = {}\n",
    "    for ind, count in top_classes.items():\n",
    "        if ind in k_classes:\n",
    "            plot_dict[ind] = count\n",
    "        else:\n",
    "            plot_dict[\"Other\"] = plot_dict.get(\"Other\", 0) + count\n",
    "    # Pretty print plot dict\n",
    "    plot_dict = {\n",
    "        k: v\n",
    "        for k, v in sorted(plot_dict.items(), key=lambda item: item[1], reverse=True)\n",
    "    }\n",
    "    dset_to_dict[dataset] = plot_dict\n",
    "\n",
    "# Define a set of all colors for the piechart\n",
    "all_classes = [kk for k, v in dset_to_dict.items() for kk in v.keys()]\n",
    "all_classes = set(all_classes)\n",
    "all_classes = sorted(\n",
    "    all_classes,\n",
    "    key=lambda x: max([dd.get(x, 0) for dd in dset_to_dict.values()]),\n",
    "    reverse=True,\n",
    ")\n",
    "# Get color map\n",
    "cmap = plt.get_cmap(\"tab20\")\n",
    "colors = [cmap(i) for i in np.linspace(0, 1, len(all_classes))]\n",
    "# Create a dictionary of colors for each method\n",
    "class_to_color = {method: color for method, color in zip(all_classes, colors)}\n",
    "\n",
    "for dataset, plot_dict in dset_to_dict.items():\n",
    "    print(json.dumps(plot_dict, indent=4))\n",
    "    # Create piechart\n",
    "    figsize = (2, 2)\n",
    "    plt.figure(figsize=figsize, dpi=300)\n",
    "    plt.pie(\n",
    "        plot_dict.values(),\n",
    "        labels=plot_dict.keys(),\n",
    "        autopct=\"%1.1f%%\",\n",
    "        startangle=60,\n",
    "        textprops={\"fontsize\": 5},\n",
    "        # Offset percentages\n",
    "        pctdistance=0.8,\n",
    "        colors=[class_to_color[k] for k in plot_dict.keys()],\n",
    "    )\n",
    "    plt.savefig(\n",
    "        res_folder / f\"pie_{dataset}.pdf\",\n",
    "        dpi=300,\n",
    "        bbox_inches=\"tight\",\n",
    "        transparent=True,\n",
    "    )"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "ms-gen",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.8.13"
  },
  "orig_nbformat": 4,
  "vscode": {
   "interpreter": {
    "hash": "0104df62c80ee1845876b5ec5b2a8b2e89ea0f28159e1f86b83bf27a253591c7"
   }
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}
